Business problem
Exception queue
12 require review
Independent consulting · Operations + AI
Find and fix the workflows costing your team time
I help growing businesses investigate messy operational workflows—where systems, spreadsheets, and handoffs disagree—and turn the repeated parts into reliable automation.
10+ years building production systems
- C# / .NET
- PostgreSQL
- Distributed Systems
- AI / LLMs
Operational system map
Signal active
01 / input
02 / context
03 / output
Data + APIs
3 sourcesnormalized
AI reasoning layer
Assisted01Retrieve context
02Evaluate policy
03Propose response
Insight
Pattern found
confidence 0.94
Action layer
Route to review
human approval enabled
Problem areas / 01
Where growing teams lose time
I focus on recurring operational problems where the real cost is hidden across systems, spreadsheets, handoffs, and repeated investigation.
- 01Reconcile
Conflicting Systems
The CRM, spreadsheet, operations platform, and source system show different answers, so people lose time reconstructing what actually happened.
- 02Connect
Spreadsheet Handoffs
Important work depends on copying, cleaning, and re-entering information between people and systems, creating delays and avoidable mistakes.
- 03Resolve
Operational Exception Queues
Unusual cases bounce between teams because the context, ownership, and safest next action are not visible in one place.
- 04Simplify
Repetitive Reporting & Reconciliation
Operators rebuild the same reports, compare the same records, and explain the same discrepancies every week or month.
Services / 02
Clarity before automation
Before anyone builds a solution, we find out where the workflow is actually breaking—and whether fixing it is worth the investment.
Operational Workflow Diagnostic
One workflow. One clear decision.
We start with a recent real example and trace what happened from beginning to end. The goal is to understand the problem well enough to decide what is worth changing, automating, or leaving alone.
If the opportunity is strong, prototyping or implementation can be scoped separately after the expected value and success measure are clear.
- 01
See the whole workflow
Bring the systems, spreadsheets, decisions, and handoffs into one clear view.
- 02
Put a number on the problem
Estimate the time, delays, errors, and customer impact caused by the current process.
- 03
Find the smallest useful fix
Identify the change most likely to create measurable value without overbuilding.
- 04
Leave with a practical plan
Get a clear problem definition, success measure, and recommended next step.
Background / 03
Built from production experience
Senior backend engineering, with AI treated as part of the system—not a layer of marketing on top.
I have 10+ years of experience building production software across C#, .NET, PostgreSQL, APIs, and distributed systems.
I work with RAG, agents, model integration, and AI application architecture by starting with reliability, observability, and real economic value.
Technical expertise
SYS/STACK- C# / .NET
- PostgreSQL
- Backend Architecture
- Distributed Systems
- APIs
- AI / LLM Applications
- RAG
- AI Agents
- Cloud & Infrastructure
How I work / 04
From problem to working system
- 01
See the real occurrence
Understand
Start with a recent example and understand what triggered the work, who handled it, and what outcome was needed.
- 02
Trace the workflow
Map
Document the systems, spreadsheets, decisions, handoffs, missing context, and places where records disagree.
- 03
Quantify the cost
Measure
Estimate frequency, labor, delays, mistakes, customer impact, and the cost of leaving the workflow unchanged.
- 04
Choose the next move
Recommend
Define the smallest useful intervention, the expected outcome, and how the improvement should be tested.
Customer discovery / 05
Problems I'm currently investigating
I'm learning how growing businesses handle recurring operational work and where better systems or careful automation can create measurable value.
- 01Conflicting records across systems
- 02Manual spreadsheet handoffs
- 03Operational exception queues
- 04Recurring reports and reconciliation
- 05Data-heavy customer requests
Open research note
If this happens in your business, I'd like to hear how your team handles it today.
Contact / 06
What workflow keeps costing your team time?
If a recurring process depends on manual investigation, spreadsheet handoffs, or conflicting systems, let's start with how the work happens today.